You’d typically need hardware with a large amount of memory and bandwidth and multiple GPUs, if you want to run the latest large language models (LLMs), such as DeepSeek R1 with 671 billion parameters. But such hardware is not affordable or even available to most people, and the Exo software works around that as a distributed LLM solution working on a cluster of computers with or without NVIDIA GPUs, smartphones, and/or single board computers like Raspberry Pi boards. In some ways, exo works like distcc when compiling C programs over a build farm, but targets AI workloads such as LLMs instead. Key features of Exo software: Support for LLaMA (MLX and tinygrad), Mistral, LlaVA, Qwen, and Deepseek. Dynamic Model Partitioning – The solution splits up models based on the current network topology and device resources available in order to run larger models than you would be able to on any […]
ADLINK OSM-MTK510 – An OSM Size-L module with MediaTek Genio 510 AI SoC, up to 8GB RAM and 128GB eMMC flash
ADLINK OSM-MTK510 is an OSM Size-L compliant module powered by a MediaTek Genio 510 hexa-core Arm Cortex-A78/A55 SoC with a 3.2 TOPS AI accelerator and equipped with up to 8GB LPDDR4 and 128GB eMMC flash. The OSM module supports HDMI 2.0, MIPI DSI, and eDP display interfaces, up to 30MP cameras, and I/O options such as gigabit Ethernet, USB 3.0, and PCIe Gen2 x1. The OSM-MTK512 is available in either commercial or industrial (-40°C to 85°C) temperature grades and the company offers at least a 10-year lifecycle for long-term use. ADLINK OSM-MTK510 specifications: SoC – MediaTek Genio 510 (MT8370) CPU – Hexa-core processor with 2x Cortex-A78 cores @ up to 2.2 GHz and 4x Cortex-A55 cores @ up to 2.0 GHz GPU – Arm Mali-G57 MC2 GPU VPU for visual processing Encoding up to 4Kp30 with H.265/HEVC or H.264 Decoding up to 4Kp60, AV1, VP9, HEVC, H.264 codecs supported AI […]
PocketBeagle 2 SBC combines TI AM6232 dual-core Cortex-A53 SoC with MSPM0 MCU
Beagleboard has recently announced the PocketBeagle 2, a single board computer (SBC) built around TI’s AM6232 dual-core Cortex-A53 and Cortex-M7 SoC and an additional MSPM0L1105 Arm Cortex-M0+ microcontroller for ADC pins and board ID storage. Designed for developers, students, and hobbyists, it’s a direct upgrade from the previous generation PocketBeagle which the company released in 2017. The new board comes with a faster dual-core 64-bit CPU (compared to a single-core CPU), faster memory (DDR4), improved power management (USB-C + LiPo charger), and easier debugging (UART + JTAG) for faster development. Additionally, it comes with four user-controllable LEDs, a power LED, and a battery-charging LED for better status indication. Unlike the first generation, this new version comes with pre-soldered GPIO headers with the same compact (55 x 35mm) form factor making it suitable for embedded applications and IoT projects. PocketBeagle 2 single-board computer specifications Main SoC – Texas Instruments AM6232 CPU […]
GEEKOM A6 Review – Part 3: Ubuntu 24.04 tested on an AMD Ryzen 7 6800H mini PC
We’ve already checked out the hardware of the GEEKOM A6 mini PC with an unboxing and teardown in the first part of the review, and thoroughly tested the AMD Ryzen 7 6800H mini PC in Windows 11 Pro in the second part, so it’s now time to report our experience with Ubuntu 24.04 Linux on the mid-range mini PC. We’ve gone through features testing, system benchmarks, storage (SSD and USB) performance tests, 2.5GbE and WiFi 6 network evaluation, 4K and 8K YouTube video playback, a stress test to check out the cooling ability of the mini PC, and finally fan noise and power consumption measurements. Ubuntu 24.04 installation and system information Since we wanted to install Ubuntu 24.04.1 LTS alongside Windows 11 Pro, we resized the partition by roughly half. But since the C: drive was “BitLocker Encrypted”, we knew Ubuntu installation wouldn’t be successful that way, so we went to […]
ODROID-H3 and H4 SBCs get NetCard 3 card with four 5Gbps Ethernet ports
Hardkernl NetCard 3 is an expansion card with four 5Gbps Ethernet ports designed for the ODROID-H3 and ODROID-H4 SBCs and adding to the two 2.5GbE ports on the Intel Jasper Lake and Alder Lake-N single board computers. It follows the H2 Net Card with four 2.5GbE ports introduced in 2021 for the ODROID-H2, and tested by Ian with the ODROID-H3+ SBC in 2023. Hardkernel ended up selling more than expected, so they designed the Netcard 3 with 5GbE ports as an upgrade. It remains to be seen whether 5Gbps networking will be as popular as 2.5GbE or users will prefer moving to 10GbE hardware instead… NetCard 3 specifications: 4x 5Gbps Ethernet ports via RealTek RTL8126 5GbE controllers. M.2 edge connector with PCIe Gen3 x4 signaling Cooling with a long heatsink on RTL8126 controllers Compatible with ODROID-H3/H3+ and ODROID-H4/H4+ only, and not earlier ODROID-H2/H2+ boards You may need to flash a […]
Orange Pi AIPro (8T) SBC features a 8 TOPS Huawei Ascend AI SoC, runs Ubuntu or openEuler
Orange Pi AIPro (8T) is a new single board computer for AI applications that features an unnamed Huawei Ascend AI quad-core 64-bit processor delivering up to 8 TOPS (INT8) of AI inference performance, although there’s also a 20 TOPS (INT8) variant of the SoC. The SBC comes with up to 16GB LPDDR4X and a 32MB SPI flash but also supports other storage options such as a microSD card, an eMMC flash module, and/or an M.2 NVMe or SATA SSD. The board also features two HDMI 2.0 ports, one MIPI DSI connector, a 3.5mm audio jack, two MIPI CSI camera interfaces, Gigabit Ethernet and WiFi 5 connectivity, a few USB ports, and a 40-pin GPIO header for expansion. Orange Pi AIPro specifications: SoC – Huawei Ascend quad-core 64-bit processor delivering up to 8 TOPS (INT8) AI performance and equipped with an unnamed 3D GPU; Likely Ascend 310B with Arm Cortex-A76 equivalent […]
Boardcon SBC3576 – A feature-rich Rockchip RK3576 SBC with HDMI, mini DP, dual GbE, WiFi 6, optional 5G/4G LTE module, and more
Boardcon SBC3576 is a feature-rich single board computer (SBC) based on the MINI3576 system-on-module powered by a Rockchip RK3576 AI SoC and equipped with two 100-pin and one 44-pin board-to-board connectors for interfacing with the carrier board. The carrier board is equipped with up to 8GB RAM, 128GB eMMC flash, two gigabit Ethernet ports, a WiFi 6 and Bluetooth 5.3 module, 4K-capable HDMI 2.1 and mini DP video outputs, a mini HDMI input port, a USB 3.0 Type-A port, RS485 and CAN Bus terminal block, and more. The Rockchip RK3576 SoC comes with the same 6 TOPS NPU found in the Rockchip RK3588/RK3588S SoC and can be used as a lower-cost alternative with less performance. Boardcon SBC3576 specifications: SoC – Rockchip RK3576 CPU 4x Cortex-A72 cores at 2.2GHz, four Cortex-A53 cores at 1.8GHz Arm Cortex-M0 MCU at 400MHz GPU – ARM Mali-G52 MC3 GPU clocked at 1GHz with support for OpenGL […]
Edge video processing platform features NXP i.MX 8M Plus, i.MX 93, or i.MX 95 SoC, supports up to 23 camera types
DAB Embedded AquaEdge is a compact computer based on NXP i.MX 8M Plus, i.MX 93, or i.MX 95 SoC working as an edge video processing platform and supporting 23 types of vision cameras with resolution from VGA up to 12MP, and global/rolling shutter. The small edge computer features a gigabit Ethernet RJ45 jack with PoE to power the device. It is also equipped with a single GSML2 connector to connect a camera whose input can be processed by the built-in AI accelerator found in the selected NXP i.MX processors. Other external ports include a microSD card slot, a USB 3.0 Type-A port, and a mini HDMI port (for the NXP i.MX 8M Plus model only). DAB Embedded AquaEdge specifications: SoC / Memory / Storage options NXP i.MX 8M Plus CPU – Quad-core Cortex-A53 processor @ 1.8GH, Arm Cortex-M7 real-time core AI accelerator – 2.3 TOPS NPU VPU Encoder up to […]